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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">896470</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.896470</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Variability of sea salt and methanesulfonate in firn cores from northern Victoria Land, Antarctica: Their links to oceanic and atmospheric condition variability in the Ross Sea</article-title>
<alt-title alt-title-type="left-running-head">Ro et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2022.896470">10.3389/feart.2022.896470</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ro</surname>
<given-names>Seokhyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1721618/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hong</surname>
<given-names>Sang-Bum</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/583092/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Joo-Hong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1176507/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Yeongcheol</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/882593/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hur</surname>
<given-names>Soon Do</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/934369/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kang</surname>
<given-names>Jung-Ho</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Songyi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lim</surname>
<given-names>Changkyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Chaewon</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Moon</surname>
<given-names>Jangil</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Seong-Joong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/975227/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hong</surname>
<given-names>Sungmin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1371487/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Ocean Sciences</institution>, <institution>College of Natural Sciences</institution>, <institution>Inha University</institution>, <addr-line>Incheon</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Korea Polar Research Institute</institution>, <addr-line>Incheon</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Science Education</institution>, <institution>Ewha Womans University</institution>, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/239042/overview">Zoe Courville</ext-link>, Cold Regions Research and Engineering Laboratory, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/809804/overview">Andrea Spolaor</ext-link>, National Research Council (CNR), Italy, Keiichiro Hara,Fukuoka University, Japan</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Sang-Bum Hong, <email>hong909@kopri.re.kr</email>; Sungmin Hong, <email>smhong@inha.ac.kr</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Cryospheric Sciences, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>896470</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Ro, Hong, Kim, Han, Hur, Kang, Kim, Lim, Chang, Moon, Kim and Hong.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ro, Hong, Kim, Han, Hur, Kang, Kim, Lim, Chang, Moon, Kim and Hong</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The potential ice core proxies of variability in oceanic and atmospheric conditions over the Ross Sea were evaluated. This study examined sea salt sodium (ss&#x2013;Na<sup>&#x2b;</sup>) and biogenic sulfur (methanesulfonate, MS<sup>&#x2013;</sup>) records, covering 23&#xa0;years between 1990 and 2012, from two firn cores drilled on the Styx Glacier plateau (SGP), northern Victoria Land, East Antarctica, to examine the potential links between those records and datasets for various climate variables. The comparison showed that the interannual variability of the ss&#x2013;Na<sup>&#x2b;</sup> record is closely related to Pacific&#x2013;South American mode 2 (PSA2) in the Ross Sea sector, exhibiting an increased ss&#x2013;Na<sup>&#x2b;</sup> flux, owing most likely to more frequent penetration of maritime air masses from the western Ross Sea to the SGP when the winter/spring PSA2 mode becomes more pronounced. The observed MS<sup>&#x2013;</sup> record revealed statistically significant positive correlations with the changes in the summertime chlorophyll <italic>a</italic> concentration in the Ross Sea polynya (RSP) and wind speed in the southern Ross Sea region. This indicates the dominant role of a combination of changes in the summertime primary productivity and wind speed over the RSP in modulating the MS<sup>&#x2013;</sup> deposition flux at the SGP. These results highlight the suitability of the ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> records from the SGP as proxies for characterizing the dominant patterns of variability in oceanic and atmospheric conditions and their underlying mechanisms on interannual and longer timescales beyond the instrumental limits over the Ross Sea region.</p>
</abstract>
<kwd-group>
<kwd>Ross Sea</kwd>
<kwd>Styx firn cores</kwd>
<kwd>sea salt sodium</kwd>
<kwd>methanesulfonate</kwd>
<kwd>Pacific&#x2013;South American mode</kwd>
<kwd>Ross Sea polynya</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Considerable concerns have been raised regarding the understanding of changes in the modes of climate variability in the Pacific sector of the Southern Ocean, encompassing the Ross Sea, West Antarctica (WA), and the Antarctic Peninsula (AP), because these modes are closely linked to large-scale climate processes, such as the Southern Annular Mode (SAM) and El Ni&#xf1;o Southern Oscillation (ENSO), which, in turn, could affect the Earth&#x2019;s climate substantially (<xref ref-type="bibr" rid="B47">Mayewski et al., 2009</xref>, <xref ref-type="bibr" rid="B46">2017</xref>; <xref ref-type="bibr" rid="B23">Fogt and Wovrosh, 2015</xref>). The main climate modes include the Amundsen Sea Low (ASL), a quasi-stationary low-pressure system within the Amundsen and Bellingshausen Seas and a major driver of the West Antarctic climate variability. The deepening of the ASL enhances the anomalous cool/dry southerlies into the Ross Sea and warm/moist northerlies into the AP and WA (<xref ref-type="bibr" rid="B80">Turner et al., 2013</xref>; <xref ref-type="bibr" rid="B62">Raphael et al., 2016</xref>). Along the West Antarctic coast, two leading modes, the Pacific South American mode 1 (PSA1) and mode 2 (PSA2), exist. The PSA1 and PSA2 patterns are defined as the second and third empirical orthogonal functions of the extra-tropical 500&#x2013;hPa geopotential height (GpH) anomalies in the Southern Hemisphere (<xref ref-type="bibr" rid="B52">Mo, 2000</xref>; <xref ref-type="bibr" rid="B51">Mo and Paegle 2001</xref>; <xref ref-type="bibr" rid="B45">Marshall and Thompson, 2016</xref>). The two PSA modes are characterized by the anticyclone anomalies centered at &#x223c;120&#xb0; and &#x223c;150&#xb0;W in the South Pacific, with anomalous southward winds in the Ross Sea region (and northward winds in the AP and WA regions) during their positive phases, particularly in the austral winter/spring (<xref ref-type="bibr" rid="B91">Yuan and Martinson, 2001</xref>; <xref ref-type="bibr" rid="B22">Fogt et al., 2012</xref>; <xref ref-type="bibr" rid="B80">Turner et al., 2013</xref>). The patterns of variability and trends of these atmospheric modes have attracted growing concern because these modes could influence the areal extent of polynyas in the western Ross Sea, i.e., the Ross Sea polynya (RSP) and Terra Nova Bay polynya (TNBP) (<xref ref-type="bibr" rid="B89">Yang L. et al., 2018</xref>; <xref ref-type="bibr" rid="B84">Wenta and Cassano, 2020</xref>), where the cold and dense Antarctic bottom water (AABW) is formed, accounting for &#x223c;30&#x2013;40% of the total AABW production (<xref ref-type="bibr" rid="B55">Ohshima et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Silvano et al., 2020</xref>).</p>
<p>Recent studies have shown that the Ross Sea sector has experienced a gradual increase in the RSP area and its occurrence time and annual-mean sea ice extent (SIE) and concentration (SIC), associated likely with the large-scale atmospheric modes, between the late 1970s and early 2010s, as revealed from satellite observation (<xref ref-type="bibr" rid="B13">Comiso et al., 2011</xref>; <xref ref-type="bibr" rid="B57">Park et al., 2018</xref>; <xref ref-type="bibr" rid="B58">Parkinson, 2019</xref>). On the other hand, little is known regarding the full mechanisms behind these variations and the dominant timescale of variability, partly due to the limited satellite-based observational record, large seasonal and interannual fluctuations in its record, and the presence of anthropogenic forcing to the observed changes (<xref ref-type="bibr" rid="B23">Fogt and Wovrosh, 2015</xref>; <xref ref-type="bibr" rid="B42">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Eayrs et al., 2019</xref>). Addressing this issue will require an extension of the historical records into the past beyond satellite-based records to document the natural variability in the sea ice conditions in the Ross Sea, which will help unravel the underlying mechanisms driving the observed changes.</p>
<p>Thus far, an increasing number of studies have reported the reconstructed records of the long-term trend and variability in the SIE in the Ross Sea region (including the RSP) from the coastal Antarctic ice cores using sea ice proxies, such as sea salt sodium (ss&#x2013;Na<sup>&#x2b;</sup>) and methanesulfonic acid (MSA, CH<sub>3</sub>SO<sub>3</sub>
<sup>&#x2212;</sup>; hereafter referred to as MS<sup>&#x2013;</sup>) (<xref ref-type="bibr" rid="B75">Steig et al., 1998</xref>; <xref ref-type="bibr" rid="B63">Rhodes et al., 2009</xref>, <xref ref-type="bibr" rid="B64">2012</xref>; <xref ref-type="bibr" rid="B70">Sinclair et al., 2014</xref>; <xref ref-type="bibr" rid="B78">Thomas and Abram, 2016</xref>; <xref ref-type="bibr" rid="B48">Mezgec et al., 2017</xref>; <xref ref-type="bibr" rid="B67">Severi et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Bertler et al., 2018</xref>). Although these ice core proxy records provide valuable information on the regional pattern of changes in sea ice over the Ross Sea, only a limited number of studies have examined the association of the observed Ross Sea SIE variability and the trend with changes in the atmospheric circulation patterns over multi-decadal (<xref ref-type="bibr" rid="B38">Kreutz et al., 2000</xref>; <xref ref-type="bibr" rid="B20">Emanuelsson et al., 2018</xref>) to longer time scales (<xref ref-type="bibr" rid="B86">Winstrup et al., 2019</xref>; <xref ref-type="bibr" rid="B16">Dalaiden et al., 2021</xref>). Combining the proxy evidence of past ASL variability, these studies showed that the ASL could be the primary climate mode contributing to the SIE trends in the Ross Sea. On the other hand, apart from a link with the ASL, no attempts have been made to explore the influence of the PSA patterns on the observed sea ice variability retrieved from ice core records despite the potential impact of the PSA modes on the satellite-based SIE changes over the Ross Sea (<xref ref-type="bibr" rid="B90">Yuan and Li, 2008</xref>).</p>
<p>To reconstruct past SIE and its association with the main climate modes, the link between ice core proxy records and datasets of climate variables needs to be tested at a given location. This study examined the ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> records preserved in two shallow firn cores, spanning from 1990 to 2012, from the Styx Glacier plateau (SGP) of northern Victoria Land, located in the western Ross Sea region. These records were compared with existing satellite-based data to identify a statistical relationship between the parameters. This relationship was used to assess the suitability of ice core ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> records as proxies of the variability in oceanic and atmospheric conditions at the interannual timescale in this region.</p>
</sec>
<sec id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Field site and firn cores</title>
<p>The SGP (163&#xb0; 41.22&#x2032;E, 73&#xb0; 51.10&#x2032;S, and 1,623&#xa0;m above the sea level) with an area of 150&#xa0;km<sup>2</sup> is located on the eastern coast, 85&#xa0;km away from the Jangbogo Antarctic Research Station and 60&#xa0;km away from the western coast of the Ross Sea, in northern Victoria Land, East Antarctica (<xref ref-type="fig" rid="F1">Figure 1</xref>). The southerly and southwesterly winds are prevalent in this region (<xref ref-type="bibr" rid="B81">Udisti et al., 1999</xref>), accompanied by air masses originating from the Ross Sea (<xref ref-type="bibr" rid="B66">Scarchilli et al., 2011</xref>; <xref ref-type="bibr" rid="B73">Sinclair et al., 2012</xref>). The snow layers of the SGP are well-preserved due to a minimum influence of katabatic wind (<xref ref-type="bibr" rid="B76">Stenni et al., 2000</xref>) and the absence of summer melt (<xref ref-type="bibr" rid="B82">Udisti et al., 1998</xref>, <xref ref-type="bibr" rid="B81">1999</xref>; <xref ref-type="bibr" rid="B54">Nyamgerel et al., 2021</xref>). The annual accumulation rates are relatively high, ranging from 130 to 226&#xa0;kg&#xa0;m<sup>&#x2212;2</sup> yr<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B29">Han et al., 2015</xref>). Therefore, this site is expected to be adequate for obtaining well-preserved high-resolution glaciochemical records. The mean annual temperature is &#x2013;30.5&#xb0;C, the horizontal ice flow is 0.9 m&#xa0;yr<sup>&#x2212;1</sup>, and the estimated ice thickness is 550&#xa0;m (<xref ref-type="bibr" rid="B29">Han et al., 2015</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Map of the Antarctic continent showing the drilling site on the Styx Glacier plateau (SGP), northern Victoria Land, East Antarctica, and five oceanic sectors across the Southern Ocean, Weddell Sea (60&#x2da;W&#x2013;20&#x2da;E), Indian Ocean (20&#x2013;90&#x2da;E), Western Pacific Ocean (90&#x2013;160&#x2da;E), Ross Sea (160&#x2da;E&#x2013;130&#x2da;W), and Amundsen&#x2013;Bellingshausen Sea (130&#x2013;60&#x2da;W), as defined by <xref ref-type="bibr" rid="B58">Parkinson (2019)</xref>. <bold>(B)</bold> Enlarged scale of the Ross Sea region showing the SGP, the Korean Jang Bogo Station, an Italian automatic weather station (Lola AWS), and Mt. Erebus Saddle (MES; 77&#xb0; 30.90&#x2032;S, 167&#xb0; 40.59&#x2032;E, 1,600&#xa0;m above the sea level).</p>
</caption>
<graphic xlink:href="feart-10-896470-g001.tif"/>
</fig>
<p>In this study, two firn cores were used with lengths of 11.29&#xa0;m (hereafter referred to as the Styx-A core) and 8.84&#xa0;m (hereafter referred to as the Styx-B core) drilled at the SGP using a hand auger system (Geotech Co. Ltd., Japan). The distance between the two drilling sites was 174&#xa0;m. The core samples were kept frozen in polyethylene bags, transported to the Korea Polar Research Institute (KOPRI), and stored in a cold room at a temperature under &#x2013;15&#xb0;C before the analysis. More details for this study site and the firn cores are given elsewhere (<xref ref-type="bibr" rid="B29">Han et al., 2015</xref>; <xref ref-type="bibr" rid="B88">Yang J.-W. et al., 2018</xref>; <xref ref-type="bibr" rid="B35">Jang et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>, <xref ref-type="bibr" rid="B54">2021</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Analytical method</title>
<p>The subsamples were obtained from the top 9.29&#xa0;m of the Styx-A core and the whole Styx-B core, which allowed the use of the combined glaciochemical records from the two firn cores for the same period (see <xref ref-type="sec" rid="s3">Section 3</xref>). It is to be noted that the top 0.5&#xa0;m was discarded because of the poor core quality of the cores. All decontamination and subsampling procedures of the core were performed under a class 100 laminar airflow booth installed inside a cold room (&#x2013;20&#xb0;C). Briefly, the core sections were cut into 11.5&#x2013;52&#xa0;cm long sticks (3.2 &#xd7; 3.2&#xa0;cm<sup>2</sup>) with a band-saw. Then, each core stick fixed in a custom-designed Teflon holder was decontaminated mechanically by ultraclean procedures, as described by <xref ref-type="bibr" rid="B65">Ro et al. (2020)</xref>. These involved the chiseling of three successive layers (at least &#x223c;2&#xa0;mm thick for each layer) of the firn from the outside toward the center of the stick using pre-cleaned ceramic knives (Kyocera, Japan). The uncontaminated inner part of the stick was then cut at a depth interval of 2.0&#x2013;5.0&#xa0;cm (mean 3.2 &#xb1; 0.7&#xa0;cm) for the Styx-A core and 2.0&#x2013;5.5&#xa0;cm (mean 3.7 &#xb1; 0.6&#xa0;cm) for the Styx-B core. Each cut section was sampled discretely in a polyethylene bag (Whirl-Pak, Nasco, United States). After all the decontamination procedures were performed, 271 and 197 subsamples were obtained for the Styx-A and -B cores, respectively.</p>
<p>The samples were melted at room temperature and immediately aliquoted for subsequent analyses of the major ions and stable water isotopes. The ionic species were analyzed simultaneously using a two-channel ion chromatography (IC) system that combined two Dionex IC sets, Dionex ICS-2000 (Thermo Fisher Scientific Inc., United States) equipped with the IonPac AS15 (2 &#xd7; 250&#xa0;mm) column, potassium hydroxide eluent, ASRS-300 suppressor, a sample loop of 200&#xa0;&#x3bc;l volume for anions (MS<sup>&#x2013;</sup>, Cl<sup>&#x2212;</sup>, and SO<sub>4</sub>
<sup>2&#x2013;</sup>), and a Dionex ICS-2100 with CS12A (2 &#xd7; 250&#xa0;mm) column, methanesulfonic acid eluent, CSRS-300 suppressor, and a sample loop of 200&#xa0;&#x3bc;l volume for the cations (Na<sup>&#x2b;</sup> and Ca<sup>2&#x2b;</sup>). The IC system was installed in a class 10 laminar airflow booth in a clean room (class 1,000). The calibrations were performed using standard solutions from Dionex (P/N 046070 for cations and P/N 057590 for anions) except for MS<sup>&#x2212;</sup>, for which the standard solution was prepared by diluting a stock solution (&#x223c;1,000&#xa0;mg&#xa0;L<sup>&#x2212;1</sup>) of CH<sub>3</sub>SO<sub>3</sub>Na (CAS No. 2386-57-4, Sigma-Aldrich, United States). The limit of detection and accuracy were &#x223c;0.02&#x2013;0.26&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> and &#x223c;1.3&#x2013;5.6% for anions and &#x223c;0.01&#x2013;0.26&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> and &#x223c;4.5&#x2013;12.0% for cations (<xref ref-type="bibr" rid="B33">Hong et al., 2012</xref>), respectively. The measured glaciochemical data used were verified carefully considering their calibration parameters and ionic balances, and some unusual data points were excluded as considered contaminated.</p>
<p>Stable water isotopes (&#x3b4;<sup>18</sup>O and &#x3b4;D) were analyzed in the aliquots filtered through 0.45-&#xb5;m polyvinylidene fluoride (PVDF) syringe filters (Merck Millipore, United States) by cavity ring-down spectroscopy (CRDS, L1102-i, L2130-i, and L2140-i, Picarro Inc., United States). Standards of known isotopic composition (Vienna Standard Mean Ocean Water 2 (VSMOW2), Greenland Ice Sheet Precipitation (GISP), and Standard Light Antarctic Precipitation 2 (SLAP2)) were used for the calibration of the isotopic data (<xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>).</p>
<p>Sea salt (ss&#x2013;) and non-sea salt (nss&#x2013;) fractions of Na<sup>&#x2b;</sup>, Ca<sup>2&#x2b;</sup>, and SO<sub>4</sub>
<sup>2&#x2013;</sup> used in this study were calculated using the following equations (<xref ref-type="bibr" rid="B68">Severi et al., 2009</xref>, <xref ref-type="bibr" rid="B67">2017</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Na</mml:mtext>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mtext>sample</mml:mtext>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
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<mml:mrow>
<mml:msup>
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<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
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<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>nss</mml:mtext>
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<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
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<mml:mo>]</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mo>/</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mtext>Ca</mml:mtext>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
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</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mo>/</mml:mo>
<mml:mtext>Na</mml:mtext>
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<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
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<mml:mrow>
<mml:mtext>crust</mml:mtext>
<mml:mo>,</mml:mo>
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<mml:msup>
<mml:mrow>
<mml:mtext>ss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Na</mml:mtext>
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<mml:mo>&#x2b;</mml:mo>
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<mml:mo>]</mml:mo>
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<mml:mrow>
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<mml:mrow>
<mml:mo>[</mml:mo>
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<mml:msup>
<mml:mrow>
<mml:mtext>nss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
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<mml:mn>2</mml:mn>
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<mml:mo>[</mml:mo>
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<mml:mtext>Ca</mml:mtext>
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<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mtext>ss</mml:mtext>
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<mml:mtext>Na</mml:mtext>
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<mml:mo>&#x2b;</mml:mo>
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<mml:mo>]</mml:mo>
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<mml:mo>[</mml:mo>
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<mml:mtext>Ca</mml:mtext>
<mml:mrow>
<mml:mn>2</mml:mn>
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<mml:msup>
<mml:mrow>
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<mml:mtext>Na</mml:mtext>
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<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
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<mml:mrow>
<mml:mtext>seawater</mml:mtext>
<mml:mo>,</mml:mo>
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<label>(3)</label>
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<mml:mtext>ss</mml:mtext>
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<mml:mrow>
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<mml:mo>&#x2b;</mml:mo>
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<mml:msup>
<mml:mrow>
<mml:mtext>nss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Ca</mml:mtext>
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<mml:mn>2</mml:mn>
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<mml:mo>,</mml:mo>
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<label>(4)</label>
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<mml:mrow>
<mml:mo>[</mml:mo>
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<mml:msubsup>
<mml:mrow>
<mml:mtext>nss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>SO</mml:mtext>
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<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
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<mml:mrow>
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<mml:msubsup>
<mml:mtext>SO</mml:mtext>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
</mml:mrow>
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<mml:mo>]</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mo>&#x2212;</mml:mo>
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<mml:mtext>ss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Na</mml:mtext>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
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<mml:mo>]</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mo>&#xd7;</mml:mo>
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<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mtext>SO</mml:mtext>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mo>/</mml:mo>
<mml:mtext>Na</mml:mtext>
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<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
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<mml:mrow>
<mml:mtext>seawater</mml:mtext>
<mml:mo>,</mml:mo>
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<label>(5)</label>
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<mml:mrow>
<mml:mo>[</mml:mo>
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<mml:msubsup>
<mml:mrow>
<mml:mtext>ss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>SO</mml:mtext>
</mml:mrow>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
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<mml:mo>]</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mo>&#x3d;</mml:mo>
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<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mtext>SO</mml:mtext>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
</mml:mrow>
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<mml:mo>]</mml:mo>
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<mml:mtext>sample</mml:mtext>
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<mml:mo>&#x2212;</mml:mo>
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<mml:mo>[</mml:mo>
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<mml:msubsup>
<mml:mrow>
<mml:mtext>nss</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>SO</mml:mtext>
</mml:mrow>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>_</mml:mo>
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<mml:mo>]</mml:mo>
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<mml:mrow>
<mml:mtext>sample</mml:mtext>
<mml:mo>.</mml:mo>
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<label>(6)</label>
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</p>
<p>[X]<sub>sample</sub> is the measured or calculated concentration of ion &#x2018;X&#x2019; in samples. [Ca<sup>2&#x2b;</sup>/Na<sup>&#x2b;</sup>]<sub>crust</sub> is the Ca<sup>2&#x2b;</sup>/Na<sup>&#x2b;</sup> ratio (1.80 w/w) in the Earth crust (<xref ref-type="bibr" rid="B8">Bowen, 1979</xref>). [Ca<sup>2&#x2b;</sup>/Na<sup>&#x2b;</sup>]<sub>seawater</sub> and [SO<sub>4</sub>
<sup>2&#x2013;</sup>/Na<sup>&#x2b;</sup>]<sub>seawater</sub> are the mean ratios of Ca<sup>2&#x2b;</sup>/Na<sup>&#x2b;</sup> (0.038 w/w) and SO<sub>4</sub>
<sup>2&#x2013;</sup>/Na<sup>&#x2b;</sup> (0.25 w/w) in bulk seawater (<xref ref-type="bibr" rid="B37">Kester et al., 1967</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Observational and reanalysis datasets</title>
<p>This study used the daily pressure and wind speed data observed from an Italian automatic weather station (Lola AWS) (74&#xb0; 8&#x2032; 6&#x2033;S, 163&#xb0; 25&#x2032; 50&#x2033;E, 1,621&#xa0;m above the sea level), 40&#xa0;km away from the SGP (<xref ref-type="fig" rid="F1">Figure 1B</xref>). In addition, the monthly SIE data were obtained from the National Oceanic and Atmospheric Administration (NOAA) National Snow and Ice Data Center (NSIDC); the monthly SIC, 500&#x2013;hPa GpH, meridional wind (v&#x2013;wind) at 10&#xa0;m, zonal wind (u&#x2013;wind) at 10&#xa0;m, and wind speed at 10&#xa0;m data were from the European Centre for Medium Range Weather Forecasts (ECMWF) Interim Reanalysis (ERA-Interim); and monthly chlorophyll <italic>a</italic> concentration data were collected from the Moderate Resolution Imaging Spectroradiometer&#x2013;Aqua (MODIS&#x2013;Aqua) observation. The open water area was estimated based on SIC, following <xref ref-type="bibr" rid="B11">Cheng et al. (2019)</xref>. More detailed information on these datasets is given in <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>.</p>
</sec>
<sec id="s2-4">
<title>2.4 Statistical analysis</title>
<p>The principal component analysis (PCA) is a multivariate technique often used to reduce the dimensionality of large data sets (<xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>). Using JMP statistical software (SAS Institute, United States), PCA with Varimax rotation was performed on the sea salt and non-sea salt fractions of ionic species, together with biogenic species (MS<sup>&#x2013;</sup> and nss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup>) and isotopes (&#x3b4;<sup>18</sup>O and &#x3b4;D). The reliability of the initial PCA results was checked by running the PCAs repeatedly for the datasets, where each species was removed from the total matrix at a time. The explained variance of each output factor between runs was then compared to determine the influence of a set parameter on the output components. All the PCA outputs on a given dataset identified the three major principal components (PCs) that accounted for &#x2265;85% of the total variance, confirming the validity and reliability of PCA results.</p>
<p>In this study, Pearson&#x2019;s correlation coefficient (<italic>r</italic>-value) was used to examine the linear relationship between the two variables declaring statistical significance for a given level of significance (<italic>p</italic>-value) with a two-tailed <italic>t</italic>-test.</p>
</sec>
<sec id="s2-5">
<title>2.5 Back trajectory analysis</title>
<p>The 5-day backward trajectories of air masses before reaching the SGP were calculated using the U.S. NOAA&#x2019;s Hybrid Single-Particle Lagrangian Integrated Trajectory (HYSPLIT, version 5) model. The daily meteorological data used in this study were ERA-Interim from the global model ECMWF available at <ext-link ext-link-type="uri" xlink:href="http://www.ecmwf.int">http://www.ecmwf.int</ext-link>. The back trajectories were calculated daily in a vertical mode for June&#x2013;November (JJASON) and November&#x2013;March (NDJFM) from 1990 to 2012. In this analysis, the trajectories arriving at 500 and 1,000&#xa0;m above the ground level were calculated because the transport pathways of air masses below 1,000&#xa0;m may reflect the average flow field characteristics of the Antarctic troposphere (<xref ref-type="bibr" rid="B77">Stohl and Sodemann, 2010</xref>; <xref ref-type="bibr" rid="B10">Chambers et al., 2018</xref>).</p>
</sec>
<sec id="s2-6">
<title>2.6 Age dating of firn cores</title>
<p>The PCA allows the identification of the seasonality and trend within the glaciochemical dataset by investigating the inter-species relationships and common structure. The PCA results identified the three major principal components (PCs) that explained 87.3 and 87.2% of the variance in the Styx-A and -B data, respectively, as shown in <xref ref-type="sec" rid="s10">Supplementary Tables S1, S2</xref>. PC1 explained 40.2% (Styx-A) and 41.3% (Styx-B) of the total variance with strong loadings of sea salt species (ss&#x2013;Na<sup>&#x2b;</sup>, ss&#x2013;Ca<sup>2&#x2b;</sup>, Cl<sup>&#x2212;</sup>, and ss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup>). PC2 is characterized by high loadings (25.5% for the Styx-A core and 24.6% for the Styx-B core) for isotopes (&#x3b4;<sup>18</sup>O and &#x3b4;D) and biogenic species (MS<sup>&#x2013;</sup> and nss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup>), indicating similar seasonal features between these variables. PC3, which accounts for 21.6 and 21.3% of the variance for the Styx-A and Styx-B cores, respectively, is of a crustal origin (nss&#x2013;Na<sup>&#x2b;</sup> and nss&#x2013;Ca<sup>2&#x2b;</sup>).</p>
<p>As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the dating of the Styx-A core was determined primarily by counting the annual layers identified by the well-defined seasonal variations of the chemical composition (&#x3b4;<sup>18</sup>O, &#x3b4;D, MS<sup>&#x2013;</sup>, and nss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup>) in PC2, showing their annual patterns with the summer maxima and winter minima in Antarctic precipitation (<xref ref-type="bibr" rid="B17">Dansgaard, 1964</xref>; <xref ref-type="bibr" rid="B49">Minikin et al., 1998</xref>; <xref ref-type="bibr" rid="B59">Pasteris et al., 2014</xref>). The same seasonality of SO<sub>4</sub>
<sup>2&#x2013;</sup>/ss&#x2013;Na<sup>&#x2b;</sup> and Cl<sup>&#x2212;</sup>/ss&#x2013;Na<sup>&#x2b;</sup> ratios with maxima in summer (<xref ref-type="bibr" rid="B31">Hara et al., 2020</xref>; <xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>, <xref ref-type="bibr" rid="B54">2021</xref>) was also used to date the core (<xref ref-type="fig" rid="F2">Figure 2</xref>). According to 23 summer maxima of these seasonalities (vertical orange bars in <xref ref-type="fig" rid="F2">Figure 2</xref>), the top 9.29&#xa0;m of the Styx-A core was dated to cover the time between 1989/90 and 2011/12 austral summer seasons.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Annually resolved records of &#x3b4;<sup>18</sup>O, PC2 score, nss&#x2013;SO<sub>4</sub>
<sup>2&#x2212;</sup>, MS<sup>&#x2013;</sup>, SO<sub>4</sub>
<sup>2&#x2212;</sup>/ss&#x2013;Na<sup>&#x2b;</sup>, Cl<sup>&#x2212;</sup>/ss&#x2013;Na<sup>&#x2b;</sup>, ss&#x2013;Na<sup>&#x2b;</sup>, and PC1 score from <bold>(A)</bold> the Styx-A core and <bold>(B)</bold> the Styx-B core. Profiles of &#x3b4;D, Cl<sup>&#x2212;</sup>, ss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup>, and ss&#x2013;Ca<sup>2&#x2b;</sup> are not shown because strong correlations between &#x3b4;<sup>18</sup>O and &#x3b4;D and among ss&#x2013;Na<sup>&#x2b;</sup>, ss&#x2013;Ca<sup>2&#x2b;</sup>, Cl<sup>&#x2212;</sup>, and ss&#x2013;SO<sub>4</sub>
<sup>2&#x2013;</sup> are observed (<italic>r</italic> &#x3e; 0.99). Horizontal red lines represent the SO<sub>4</sub>
<sup>2&#x2013;</sup>/ss&#x2013;Na<sup>&#x2b;</sup> and Cl<sup>&#x2212;</sup>/ss&#x2013;Na<sup>&#x2b;</sup> ratios in seawater (0.25 and 1.80 w/w, respectively). Vertical orange areas refer to depth intervals assigned to summer seasons of each year. &#x2018;V&#x2019; denotes volcanic intervals with the well-identified large volcanic deposition from Mt. Cerro Hudson and Mt. Pinatubo (<xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>).</p>
</caption>
<graphic xlink:href="feart-10-896470-g002.tif"/>
</fig>
<p>Along with the age scale of the Styx-B core that was previously dated back to 1990&#xa0;at 8.84&#xa0;m depth (<xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref>), the dating result was verified by linking annual layers in the chemical profiles to the Styx-B core profiles. In <xref ref-type="fig" rid="F2">Figure 2</xref>, the strong nss&#x2013;SO<sub>4</sub>
<sup>2-</sup> and SO<sub>4</sub>
<sup>2-</sup>/ss&#x2013;Na<sup>&#x2b;</sup> peaks were detected at depth intervals of 7.68&#x2013;8.60&#xa0;m and 7.17&#x2013;8.15&#xa0;m in the Styx-A and -B cores, respectively, during the 1991&#x2013;1993 time period, corresponding to the volcanic layers of the Cerro Hudson (1991&#x2013;1992) and Pinatubo (1993&#x2013;1994) eruptions (<xref ref-type="bibr" rid="B53">Nyamgerel et al., 2020</xref> and references therein). This is consistent with the previous findings of the prominent nss&#x2013;SO<sub>4</sub>
<sup>2&#x2212;</sup> enhancement pattern in the snow layers deposited between late 1991 to the end of 1993, following the Cerro Hudson and Pinatubo eruptions (<xref ref-type="bibr" rid="B41">Legrand and Wagenbach, 1999</xref>), confirming the precise dating of the Styx-A core by counting annual layers. On the other hand, there existed a discrepancy between the Styx-A and -B ss&#x2013;Na<sup>&#x2b;</sup> records. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, two core records revealed unusual peaks of ss&#x2013;Na<sup>&#x2b;</sup> concentrations, reaching more than 1&#xa0;mg&#xa0;L<sup>&#x2212;1</sup>, at depths of 6.69&#x2013;6.72&#xa0;m, 7.06&#x2013;7.12&#xa0;m, and 8.97&#xa0;m in the Styx-A core and 6.29&#x2013;6.32, 6.48, and 8.53&#xa0;m in the Styx-B core. These ss&#x2013;Na<sup>&#x2b;</sup> peaks are most likely associated with large sea salt deposition fluxes caused by sporadic storm events occurring along the Victoria Land coasts (<xref ref-type="bibr" rid="B28">Gragnani et al., 1998</xref>; <xref ref-type="bibr" rid="B81">Udisti et al., 1999</xref>). The peaks in 1990, 1995, and 1996 in the Styx-A core were essentially matched by those in their respective periods of the Styx-B core, although the ss&#x2013;Na<sup>&#x2b;</sup> concentration for a peak in 1990 was relatively lower (625&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup>) in the Styx-B core, partly due to the difference in the size of sample numbers per year (the means of 11 and 9 for the Styx-A and -B cores, respectively). In contrast, the two core records did not show matching peaks that were identified in late 2008&#xa0;at 1.91&#xa0;m and early 1991&#xa0;at 8.31&#xa0;m in the Styx-A and -B cores, respectively. This feature could be attributed to inter-core variability of chemical signals due to snowdrift or roughness of the snow surface at a given site (<xref ref-type="bibr" rid="B87">Wolff et al., 2005</xref>; <xref ref-type="bibr" rid="B26">Gautier et al., 2016</xref>). Overall, uncertainty in the dating of the Styx-A core is estimated to be &#x3c;1&#xa0;year for the period of 1990&#x2013;2012.</p>
<p>The mean annual snow accumulation rates calculated by multiplying the annual layer thickness by the density at the corresponding depth in the core were 164 &#xb1; 58&#xa0;kg&#xa0;m<sup>&#x2212;2</sup> yr<sup>&#x2212;1</sup> for the Styx-A core, which is comparable with that (155 &#xb1; 54&#xa0;kg&#xa0;m<sup>&#x2212;2</sup> yr<sup>&#x2212;1</sup>) of the Styx-B core during 1990&#x2013;2012.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>The PCA results represent the dominance of sea salt and biogenic sulfur compositions, accounting for two-thirds of the total variance in the ionic composition of the Styx cores (<xref ref-type="sec" rid="s10">Supplementary Tables S1, S2</xref>) and documented at various coastal areas in Antarctica (<xref ref-type="bibr" rid="B5">Benassai et al., 2005</xref>; <xref ref-type="bibr" rid="B36">K&#xe4;rk&#xe4;s et al., 2005</xref>; <xref ref-type="bibr" rid="B83">Vega et al., 2018</xref>). Sea salt aerosol (SSA) derives primarily from the sea surface by wind-driven breaking waves <italic>via</italic> bubble bursting (<xref ref-type="bibr" rid="B18">de Leeuw et al., 2011</xref>). On the other hand, frost flowers or blowing snow on the sea ice surface have been suggested to be potential sources of SSA to coastal regions of Antarctica over winter/spring with large SIE, resulting in higher sea salt fluxes during winter/spring (<xref ref-type="bibr" rid="B61">Rankin et al., 2000</xref>; <xref ref-type="bibr" rid="B30">Hara et al., 2004</xref>, <xref ref-type="bibr" rid="B32">2012</xref>; <xref ref-type="bibr" rid="B3">Abram et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Frey et al., 2020</xref>). For comparison, MS<sup>&#x2013;</sup>, the marine biogenic species, is formed exclusively by the atmospheric photo-oxidation of dimethylsulfide (DMS) emitted from the seasonal sea ice melt zone (SSMZ) and polynyas in the high southern latitudes, exhibiting well-defined annual peaks during late spring to summer months in coastal Antarctic aerosol and precipitation (<xref ref-type="bibr" rid="B49">Minikin et al., 1998</xref>; <xref ref-type="bibr" rid="B27">Gondwe et al., 2003</xref>; <xref ref-type="bibr" rid="B74">Smith and Comiso, 2008</xref>; <xref ref-type="bibr" rid="B56">Osman et al., 2017</xref>). Accordingly, changes in the occurrence of ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> in the annually-dated Styx firn cores could be related directly to the changing patterns of SIE and the atmosphere&#x2013;ocean system controlled by the regional/global climatic variables (<xref ref-type="bibr" rid="B21">Fischer et al., 2004</xref>; <xref ref-type="bibr" rid="B3">Abram et al., 2013</xref>).</p>
<p>When exploring the potential links between ss&#x2013;Na<sup>&#x2b;</sup> and various climate variables, anomalous ss&#x2013;Na<sup>&#x2b;</sup> concentration peaks above 1,000&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> (<xref ref-type="fig" rid="F2">Figure 2</xref>), which could potentially indicate sporadic storm events, as described previously, were excluded to reduce the risk of misinterpreting the variability of ss&#x2013;Na<sup>&#x2b;</sup> concentrations. The mean ss&#x2013;Na<sup>&#x2b;</sup> concentrations, thus, obtained were 112&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> for the Styx-A core and 86&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> for the Styx-B core, which are comparable to those reported from snowpit samples in the SGP (<xref ref-type="bibr" rid="B60">Piccardi et al., 1996</xref>; <xref ref-type="bibr" rid="B39">Kwak et al., 2015</xref>).</p>
<p>To examine the dominant deposition processes (wet or dry deposition) of ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup>, the annually averaged fluxes of ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> (calculated by multiplying the mean annual concentration by the annual snow accumulation rate) were plotted as a function of annual snow accumulation rates. If there is a positive linear relationship between the two variables, the y-intercept of the line represents the contribution of the dry deposition (<xref ref-type="bibr" rid="B12">Cole-Dai et al., 1995</xref>; <xref ref-type="bibr" rid="B5">Benassai et al., 2005</xref>). As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>, the y-intercepts of the linear regression analysis represented the positive value (4,931&#xa0;&#x3bc;g&#xa0;m<sup>&#x2212;2</sup> yr<sup>&#x2212;1</sup>) for ss&#x2013;Na<sup>&#x2b;</sup> and the negative value (&#x2013;443&#xa0;&#x3bc;g&#xa0;m<sup>&#x2212;2</sup> yr<sup>&#x2212;1</sup>) for MS<sup>&#x2013;</sup>. In addition, Pearson&#x2019;s correlation coefficients between the annual snow accumulation rate and the annual ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> fluxes were, respectively, 0.37 and 0.66. This suggests that the dry deposition process was important in regulating the fallout of ss&#x2013;Na<sup>&#x2b;</sup> to the study site, whereas MS<sup>&#x2013;</sup> concentrations were associated primarily with wet deposition (<xref ref-type="bibr" rid="B12">Cole-Dai et al., 1995</xref>; <xref ref-type="bibr" rid="B5">Benassai et al., 2005</xref>). The consequence of these observations is probably due to atypical atmospheric circulation in the Ross Sea region, with dry cyclonic activity in winter and snowfall in summer (<xref ref-type="bibr" rid="B66">Scarchilli et al., 2011</xref>).</p>
<p>In the following sections, the mean annual ss&#x2013;Na<sup>&#x2b;</sup> fluxes and MS<sup>&#x2013;</sup> concentrations were examined in relation to their emission intensities from oceanic source areas, where air masses reaching the SGP originate most, and meteorological conditions to investigate their potential as indicators of past SIE and atmospheric circulation change. It is to be noted as detailed in <xref ref-type="sec" rid="s10">Supplementary Section S2</xref> that the annual ss&#x2013;Na<sup>&#x2b;</sup> fluxes and MS<sup>&#x2013;</sup> concentrations were standardized by subtracting the mean from the observed value, and the standardized data series were then averaged to reduce the effects of noise in the individual core records and produce a single stacked record of each ion for the Ross Sea region (<xref ref-type="bibr" rid="B1">Abram et al., 2007</xref>).</p>
<sec id="s3-1">
<title>3.1 Deposition mechanism of sea salt species</title>
<sec id="s3-1-1">
<title>3.1.1. Source effects on sea salt deposition</title>
<p>Based on the seasonality of the ss&#x2013;Na<sup>&#x2b;</sup> concentrations generally showing maxima during the winter and spring seasons (<xref ref-type="fig" rid="F2">Figure 2</xref>), the potential source areas of SSA arriving at the SGP during JJASON (winter&#x2013;spring) between 1990 and 2012 were first identified using the HYSPLIT air mass back trajectories (see <xref ref-type="sec" rid="s2-5">Section 2.5</xref>). The trajectories reaching the SGP showed the highest entrainment of maritime air masses from the Ross Sea sector (41% at 500&#xa0;m and 47% at 1,000&#xa0;m above ground level), lying close to the winter and spring sea ice edge between 70&#xb0; and 65&#xb0;S (<xref ref-type="bibr" rid="B19">Eayrs et al., 2019</xref>), with the additional intrusions from the Western Pacific Ocean (both 30%) and Amundsen&#x2013;Bellingshausen Sea sectors (29 and 23%) (<xref ref-type="sec" rid="s10">Supplementary Figure S2A,B</xref>). The ocean-derived trajectories were almost within the marine atmospheric boundary layer (&#x3c;&#x223c;2000&#xa0;m above sea level) in the high latitudes of the Southern Ocean (<xref ref-type="bibr" rid="B79">Truong et al., 2020</xref>) where there exist a number of processes that control the vertical distribution and transport of marine aerosol. It is to be noted that the air masses from the Ross Sea sector entrain directly into the Ross Sea embayment, which is favorable for the SSA migration (<xref ref-type="bibr" rid="B50">Minikin et al., 1994</xref>; <xref ref-type="bibr" rid="B7">Bertler et al., 2005</xref>). Meanwhile, the maritime air mass from the Western Pacific Ocean and Amundsen&#x2013;Bellingshausen Sea sectors typically travel across the East and West Antarctic Ice Sheet, respectively (<xref ref-type="bibr" rid="B44">Markle et al., 2012</xref>; <xref ref-type="bibr" rid="B71">Sinclair et al., 2013</xref>), resulting in the removal of SSAs through long-distance transport (<xref ref-type="bibr" rid="B50">Minikin et al., 1994</xref>; <xref ref-type="bibr" rid="B7">Bertler et al., 2005</xref>). Taken together, it appears that the Ross Sea sector is most likely to be the major source region affecting sea salt deposition in the SGP.</p>
<p>The relationship between the stacked ss&#x2013;Na<sup>&#x2b;</sup> record and the time series of the annual SIE maximum in the Ross Sea sector on interannual timescales was first examined. As shown in <xref ref-type="fig" rid="F3">Figures 3A,B</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>, there was no relationship between the two variables with Pearson&#x2019;s correlation coefficient of 0.04&#xa0;at <italic>p</italic> &#x3e; 0.1. The stacked ss&#x2013;Na<sup>&#x2b;</sup> flux record was then compared with the August&#x2013;October (ASO, months of sea ice maxima; <xref ref-type="bibr" rid="B19">Eayrs et al., 2019</xref>) SIC records of various Antarctic oceanic sectors. In <xref ref-type="fig" rid="F4">Figure 4A</xref>, the stacked ss&#x2013;Na<sup>&#x2b;</sup> flux and the SIC showed positive correlations (0.3 &#x2264; <italic>r</italic> &#x2264; 0.5&#xa0;at <italic>p</italic> &#x2264; 0.1) over the Amundsen&#x2013;Bellingshausen Sea sector and negative correlations (&#x2013;0.7 &#x2264; <italic>r</italic> &#x2264; &#x2013;0.3&#xa0;at <italic>p</italic> &#x2264; 0.1) over the Indian Ocean sector. On the other hand, no correlations were observed over the Ross Sea sector. This suggests that the present ss&#x2013;Na<sup>&#x2b;</sup> record is not linked to sea ice variability in the adjacent ocean, which, in turn, requires different factors that might contribute to the observed ss&#x2013;Na<sup>&#x2b;</sup> flux changes.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Stacked record of annually averaged ss&#x2013;Na<sup>&#x2b;</sup> fluxes in the Styx-A and -B cores. The stacked profile was produced after standardizing the observed ss&#x2013;Na<sup>&#x2b;</sup> flux data (see text). The vertical bars represent the standard error for each annual value. <bold>(B)</bold> Satellite-derived maximum SIE record for the Ross Sea (RS) sector (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref> and <xref ref-type="fig" rid="F1">Figure 1A</xref>), <bold>(C)</bold> JJA and SON Lola AWS pressure records, <bold>(D)</bold> JJA and SON Lola AWS wind speed records, <bold>(E)</bold> JJASON ASL&#x2013;P index defined by <xref ref-type="bibr" rid="B34">Hosking et al. (2013)</xref> and PSA1 index defined by <xref ref-type="bibr" rid="B45">Marshall and Thompson (2016)</xref>, and <bold>(F)</bold> JJASON PSA2 index defined by <xref ref-type="bibr" rid="B45">Marshall and Thompson (2016)</xref>. Linear regression fits between the stacked ss&#x2013;Na<sup>&#x2b;</sup> flux and JJASON PSA2 index over the corresponding periods for all data points <bold>(G)</bold> and after excluding an outlier data point (red dot in (g)) in the year 1996 <bold>(H)</bold>.</p>
</caption>
<graphic xlink:href="feart-10-896470-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Maps of spatial correlation analysis between the stacked ss&#x2013;Na<sup>&#x2b;</sup> record and <bold>(A)</bold> ASO SIC, <bold>(B)</bold> JJA 500&#x2013;hPa GpH, <bold>(C)</bold> JJA 10&#xa0;m v&#x2013;wind, <bold>(D)</bold> JJA 10&#xa0;m u&#x2013;wind, <bold>(E)</bold> SON 500&#x2013;hPa GpH, <bold>(F)</bold> SON 10&#xa0;m v&#x2013;wind, and <bold>(G)</bold> SON 10&#xa0;m u&#x2013;wind across the Southern Ocean and Antarctica at the 90% significance level (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>). Red stars represent the location of the SGP. The red crosses in <bold>(B)</bold> and <bold>(E)</bold> indicate the PSA2 position. The black arrows in <bold>(C)</bold>, <bold>(F)</bold>, and <bold>(G)</bold> are wind vectors indicating the direction and intensity of the wind. Pearson&#x2019;s correlation coefficients on maps are given by the intensity of shading, as displayed in a color scale bar at the bottom. The correlation analysis was performed using a Climate Reanalyzer (<ext-link ext-link-type="uri" xlink:href="http://ClimateReanalyzer.org">http://ClimateReanalyzer.org</ext-link>), Climate Change Institute, University of Maine, United States.</p>
</caption>
<graphic xlink:href="feart-10-896470-g004.tif"/>
</fig>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Meteorological effects on sea salt deposition</title>
<p>Together with the effects of the sea salt source, the regional-scale (meso-to synoptic-scale) cyclones or large-scale atmospheric circulation can also play a critical role in the sea salt supply at coastal Antarctic sites (<xref ref-type="bibr" rid="B9">Carrasco et al., 2003</xref>; <xref ref-type="bibr" rid="B72">Sinclair et al., 2010</xref>; <xref ref-type="bibr" rid="B6">Bertler et al., 2018</xref>; <xref ref-type="bibr" rid="B54">Nyamgerel et al., 2021</xref>). The stacked ss&#x2013;Na<sup>&#x2b;</sup> to Lola AWS pressure and wind velocity data during June&#x2013;August (JJA; winter) and September&#x2013;November (SON; spring) were compared to examine the relationship between the ss&#x2013;Na<sup>&#x2b;</sup> flux record and the regional-scale cyclones. As shown in <xref ref-type="fig" rid="F3">Figures 3C,D</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>, no statistically significant relationships were observed between the stacked ss&#x2013;Na<sup>&#x2b;</sup> flux and the two meteorological parameters (<italic>p</italic> &#x3e; 0.1).</p>
<p>The possible impact of large-scale atmospheric patterns on dominant ss&#x2013;Na<sup>&#x2b;</sup> deposition to the SGP in winter and spring seasons was then examined. <xref ref-type="fig" rid="F4">Figures 4B&#x2013;G</xref> shows the correlations of the stacked ss&#x2013;Na<sup>&#x2b;</sup> record with JJA/SON 500&#x2013;hPa GpH, v&#x2013;wind (northward), and u&#x2013;wind (eastward) around Antarctica. The ss&#x2013;Na<sup>&#x2b;</sup> flux was positively associated with the 500&#x2013;hPa GpH offshore of the Ross Sea region between 130&#xb0; and 170&#xb0;W (0.3 &#x2264; <italic>r</italic> &#x2264; 0.6&#xa0;at <italic>p</italic> &#x2264; 0.1) (<xref ref-type="fig" rid="F4">Figures 4B,E</xref>). The corresponding fields between the stacked ss&#x2013;Na<sup>&#x2b;</sup> and the v&#x2013;and u&#x2013;winds exhibited more southward flows in the western Ross Sea between 170&#xb0;E and 160&#xb0;W (negative shadings in <xref ref-type="fig" rid="F4">Figures 4C,F</xref>), northward flows in the Amundsen Sea between 110&#xb0; and 130&#xb0;W (positive shadings in <xref ref-type="fig" rid="F4">Figures 4C,F</xref>), westward flows in the South Pacific between 40&#xb0; and 50&#xb0;S (negative shadings in <xref ref-type="fig" rid="F4">Figure 4G</xref>), and eastward flows in the Southern Ocean between 65&#xb0; and 75&#xb0;S (positive shadings in <xref ref-type="fig" rid="F4">Figure 4G</xref>). These large-scale features were more prominent in spring than in winter. The results suggest that the ss&#x2013;Na<sup>&#x2b;</sup> flux record from the Styx cores has been closely linked with the interannual variability in the anticyclone circulation centered in the Ross Sea between 130&#xb0; and 170&#xb0;W and the associated southward winds in the western Ross Sea region between 170&#xb0;E and 160&#xb0;W in winter/spring.</p>
<p>The linkages of stacked ss&#x2013;Na<sup>&#x2b;</sup> with the JJASON ASL actual center pressure (hereafter referred to as ASL&#x2013;P) index, PSA1 index, and PSA2 index were examined to reveal the dominant climate mode that primarily affects the large-scale atmospheric circulation in the Ross Sea. The observed atmospheric circulation variability over the Ross Sea has been associated with the fluctuations of these indices, where their pressure centers are positioned over the Southern Pacific Ocean (<xref ref-type="bibr" rid="B45">Marshall and Thompson, 2016</xref>; <xref ref-type="bibr" rid="B62">Raphael et al., 2016</xref>). As shown in <xref ref-type="fig" rid="F3">Figures 3E,F</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>, no statistically significant correlations were observed between the stacked ss&#x2013;Na<sup>&#x2b;</sup> and JJASON ASL&#x2013;P and PSA1 indices (<italic>p</italic> &#x3e; 0.1). In contrast, the stacked ss&#x2013;Na<sup>&#x2b;</sup> record showed a significant correlation (<italic>r</italic> &#x3d; 0.60, <italic>p</italic> &#x2264; 0.01) with the JJASON PSA2 index (<xref ref-type="fig" rid="F3">Figure 3G</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). After excluding the outlying data point (red dot for 1996 in <xref ref-type="fig" rid="F3">Figure 3G</xref>) to minimize the possible bias of the correlation estimate, the relationship between the two variables was still statistically significant (<italic>r</italic> &#x3d; 0.48, <italic>p</italic> &#x2264; 0.05) (<xref ref-type="fig" rid="F3">Figure 3H</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). As a result, the observed relationship suggests that increases in the deposition of SSAs to the SGP between winter and spring were likely associated with the more enhanced phase of PSA2 in the corresponding seasons. The positive PSA2 pattern is characterized by relatively stronger anticyclone anomalies in the Ross Sea with anomalous onshore winds at its western flank, offshore winds at its eastern flank, easterly winds at its northern flank, and westerly winds at its southern flank (see <xref ref-type="fig" rid="F2">Figure 2D</xref> of <xref ref-type="bibr" rid="B45">Marshall and Thompson (2016)</xref>, which showed great similarity to the corresponding fields in <xref ref-type="fig" rid="F4">Figures 4E&#x2013;G</xref>. The positive phase of PSA2 is also associated with the anticorrelated patches at the western (near the AP) and northeastern (near Australia) sides of the Ross Sea, as shown in <xref ref-type="fig" rid="F4">Figure 4E</xref> (see also <xref ref-type="fig" rid="F1">Figures 1C,F</xref> of <xref ref-type="bibr" rid="B52">Mo (2000)</xref>). Accordingly, increases in winter/spring sea salt inputs to the SGP would be linked to maritime air masses from the western Ross Sea that would penetrate the SGP more frequently in line with the prevailing anticyclone anomalies in the Ross Sea when JJASON PSA2 becomes more pronounced. Hence, this study proposes that variability of the ss&#x2013;Na<sup>&#x2b;</sup> flux in the Styx cores can be used as the proxy indicator to reconstruct the past changes in the PSA2 pattern for a longer period.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Deposition mechanism of biogenic sulfur</title>
<sec id="s3-2-1">
<title>3.2.1 Source effects on biogenic sulfur deposition</title>
<p>To identify the major source areas of MS<sup>&#x2013;</sup>, the 5-day back trajectories reaching the SGP during NDJFM were first examined when there were large increases in the emission of oceanic DMS, the precursor of MS<sup>&#x2013;</sup>, in the SSMZ of the Southern Ocean (<xref ref-type="bibr" rid="B40">Lana et al., 2011</xref>). <xref ref-type="sec" rid="s10">Supplementary Figure S2C,D</xref> shows that most NDJFM air masses within &#x223c;2&#xa0;km above the sea level passed over the SSMZ of the Ross Sea sector (75% at 500&#xa0;m and 73% at 1,000&#xa0;m above the ground level) where DMS concentration in the surface seawater and its emission flux are highest with sea ice melting during the corresponding months (<xref ref-type="bibr" rid="B14">Curran and Jones, 2000</xref>; <xref ref-type="bibr" rid="B40">Lana et al., 2011</xref>). The dominance of air masses from the Ross Sea during the summer months may reflect the seasonal variation of the major transport pathways reaching the SGP (<xref ref-type="bibr" rid="B66">Scarchilli et al., 2011</xref>; <xref ref-type="bibr" rid="B71">Sinclair et al., 2013</xref>). In addition, the RSP (75&#x2013;79&#xb0;S, 170&#xb0;E&#x2013;155&#xb0;W) and the TNBP (74&#x2013;76&#xb0;S, 168&#x2013;163&#xb0;E), located in the southern Ross Sea (see <xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>), are biologically productive, exhibiting annual cycles of primary production with rapid increases in the early spring and summer peaks (<xref ref-type="bibr" rid="B4">Arrigo and van Dijken, 2003</xref>; <xref ref-type="bibr" rid="B43">Mangoni et al., 2017</xref>). As a result, they are likely to be the most important source of biogenic sulfur deposited on the SGP. However, we cannot exclude the possibility that emissions of DMS in remote oceanic areas could also be a source of MS<sup>&#x2013;</sup> in the Styx ice cores because biogenic aerosols in the fine mode have residence times of more than 5 days (<xref ref-type="bibr" rid="B14">Curran and Jones, 2000</xref>; <xref ref-type="bibr" rid="B85">Williams et al., 2002</xref>).</p>
<p>The potential source areas (polynyas/sea ice) of MS<sup>&#x2013;</sup> deposition to the Styx cores were examined by comparing the stacked annual MS<sup>&#x2013;</sup> record with the variations in the open water areas of the RSP and the TNBP, the maximum SIE of the Ross Sea sector, and ASO/NDJFM SIC across the Southern Ocean. It is to be noted that NDJFM SIC is expected to be closely related to the sea ice melt areas in a given location because the decrease in SIC occurs when sea ice melts in the spring and summer. As shown in <xref ref-type="fig" rid="F5">Figures 5A&#x2013;C</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>, there were no significant positive correlations between the stacked MS<sup>&#x2013;</sup> record and temporal variations of polynya areas and maximum SIE (<italic>p</italic> &#x3e; 0.1). By contrast, the stacked MS<sup>&#x2013;</sup> exhibited significant positive correlations (0.3 &#x2264; <italic>r</italic> &#x2264; 0.5&#xa0;at <italic>p</italic> &#x2264; 0.1) with the ASO SIC in the SSMZ on the northwestern Ross Sea (hereafter referred to as NRS; 67&#x2013;69&#xb0;S, 160&#xb0;E&#x2013;170&#xb0;W) and negative correlations (&#x2013;0.6 &#x2264; <italic>r</italic> &#x2264; &#x2013;0.3&#xa0;at <italic>p</italic> &#x2264; 0.1) with the NDJFM SIC in the central-eastern Ross Sea (hereafter referred to as CERS; 69&#x2013;72&#xb0;S, 160&#x2013;130&#xb0;W) (<xref ref-type="fig" rid="F6">Figures 6A,B</xref>). This suggests that these offshore areas could be important for controlling the MS<sup>&#x2013;</sup> variability in flux to the SGP.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Stacked record of annually averaged MS<sup>&#x2013;</sup> concentrations in the Styx-A and -B cores. The stacked profile was produced after standardizing the observed MS<sup>&#x2013;</sup> concentration data (see text). The vertical bars represent the standard error for each annual value. <bold>(B)</bold> Satellite-derived NDJFM open water areas in the RSP and the TNBP (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>), <bold>(C)</bold> maximum SIE in the Ross Sea (RS) sector, <bold>(D)</bold> NDJFM chlorophyll <italic>a</italic> (Chl&#x2013;<italic>a</italic>) concentrations in the CERS and the NRS, and <bold>(E)</bold> NDJFM Chl&#x2013;<italic>a</italic> concentrations in the RSP and the TNBP (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>). <bold>(F)</bold> MES MS<sup>&#x2013;</sup> record from <xref ref-type="bibr" rid="B63">Rhodes et al. (2009</xref>, <xref ref-type="bibr" rid="B64">2012)</xref>. <bold>(G)</bold> NDJFM Lola AWS pressure and wind speed records. Linear regression fits between the stacked MS<sup>&#x2013;</sup> concentration and NDJFM Chl&#x2013;<italic>a</italic> concentrations in the RSP <bold>(H)</bold> and the TNBP <bold>(I)</bold>, MES MS<sup>&#x2013;</sup> <bold>(J)</bold>, and NDJFM Lola AWS wind speed <bold>(K)</bold> over the corresponding periods.</p>
</caption>
<graphic xlink:href="feart-10-896470-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Maps of spatial correlation analysis between the stacked MS<sup>&#x2013;</sup>record and <bold>(A)</bold> ASO SIC, <bold>(B)</bold> NDJFM SIC, <bold>(C)</bold> NDJFM 10&#xa0;m wind speed, <bold>(D)</bold> NDJFM 500&#x2013;hPa GpH, <bold>(E)</bold> NDJFM 10&#xa0;m v&#x2013;wind, and <bold>(F)</bold>NDJFM 10&#xa0;m u&#x2013;wind across the Southern Ocean and Antarctica at the 90% significance level. Red stars represent the location of the SGP. The fields of the red line in <bold>(A)</bold> and blue, green, and orange lines in <bold>(B)</bold> represent areas of the NRS, the CERS, the RSP, and the TNBP, respectively, for estimating the summertime chlorophyll&#x2013;<italic>a</italic> concentrations from satellite images (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>). The black arrows in <bold>(E)</bold> and <bold>(F)</bold> are wind vectors indicating the direction and intensity of the wind. Pearson&#x2019;s correlation coefficients on maps are given by the intensity of shading, as displayed in a color scale bar at the bottom. The correlation analysis was performed using the Climate Reanalyzer (<ext-link ext-link-type="uri" xlink:href="http://ClimateReanalyzer.org">http://ClimateReanalyzer.org</ext-link>), Climate Change Institute, University of Maine, United States.</p>
</caption>
<graphic xlink:href="feart-10-896470-g006.tif"/>
</fig>
<p>Because the emission of DMS, which is oxidized to MS<sup>&#x2013;</sup>, is closely associated with phytoplankton biomass in the Southern Ocean (<xref ref-type="bibr" rid="B25">Gabric et al., 2005</xref>), this study examined the sensitivity of the MS<sup>&#x2013;</sup> record to the variation of the NDJFM chlorophyll <italic>a</italic> concentrations (see <xref ref-type="sec" rid="s10">Supplementary Section S1</xref>), the index of phytoplankton biomass, in possible source areas to identify a substantial contributor to the variability of our MS<sup>&#x2013;</sup> record. Despite the limited data availability of the chlorophyll <italic>a</italic> concentrations, there is no evidence of significant correlations between the stacked MS<sup>&#x2013;</sup> and NDJFM chlorophyll <italic>a</italic> concentrations in the NRS and the CERS (<italic>p</italic> &#x3e; 0.1) (<xref ref-type="fig" rid="F5">Figure 5D</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). On the other hand, statistically significant correlations were found between the MS<sup>&#x2013;</sup> record and NDJFM chlorophyll <italic>a</italic> concentrations in the RSP (<italic>r</italic> &#x3d; 0.62, <italic>p</italic> &#x2264; 0.05) and the TNBP (<italic>r</italic> &#x3d; 0.53, <italic>p</italic> &#x2264; 0.1) (<xref ref-type="fig" rid="F5">Figure 5E,H,I</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). This suggests that the RSP and the TNBP would serve as the dominant MS<sup>&#x2013;</sup> sources reaching the SGP in late spring to early autumn with biological activities. It should be noted that the concentration of chlorophyll <italic>a</italic> between 2003 and 2012 was approximately 25 times higher in the RSP than in the TNBP (averages of 10.78 and 0.43&#xa0;g&#xa0;m<sup>&#x2212;3</sup>, respectively), indicating that the RSP might be a greater source of DMS-derived MS<sup>&#x2013;</sup> flux into the SGP. A comparison of the MS<sup>&#x2013;</sup> record with temporally coincident chlorophyll <italic>a</italic> data suggests that the interannual variability of the MS<sup>&#x2013;</sup> flux into the SGP was modulated by biological activities in the RSP instead of the NRS and the CERS.</p>
<p>These results are consistent with previous findings that the annual mean MS<sup>&#x2013;</sup> record in the snow layers at the Mt. Erebus Saddle (MES) on Ross Island (see <xref ref-type="fig" rid="F1">Figure 1B</xref>) was strongly correlated with the changes in the RSP primary productivity (<xref ref-type="bibr" rid="B63">Rhodes et al., 2009</xref>, <xref ref-type="bibr" rid="B64">2012</xref>). Indeed, the stacked MS<sup>&#x2013;</sup> record is significantly correlated with the MES MS<sup>&#x2013;</sup> (<italic>r</italic> &#x3d; 0.54, <italic>p</italic> &#x2264; 0.05; see <xref ref-type="fig" rid="F5">Figures 5F,J</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). On the contrary, these results are inconsistent with previous studies, where the ice core MS<sup>&#x2013;</sup> records from Law Dome (<xref ref-type="bibr" rid="B15">Curran et al., 2003</xref>), Ellsworth Land (<xref ref-type="bibr" rid="B78">Thomas and Abram, 2016</xref>), and Antarctic Peninsula (<xref ref-type="bibr" rid="B2">Abram et al., 2010</xref>) revealed strong positive correlations with changes in the SIE of the adjacent sea areas during winter months in the preceding year. These regions are characterized by the much smaller (about one order of magnitude) polynyas along with the much larger (two orders of magnitude) maximum SIE compared to those situated off an area of our study (<xref ref-type="bibr" rid="B4">Arrigo and van Dijken, 2003</xref>). This suggests the possibility that the underlying mechanisms regulating the MS<sup>&#x2013;</sup> deposition fluxes to the snow surface vary between coastal areas, which may lead to an ambiguous interpretation of the MS<sup>&#x2013;</sup> records.</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Meteorological effects on biogenic sulfur deposition</title>
<p>To explore the association of regional meteorological conditions with the observed relationship between the stacked annual MS<sup>&#x2013;</sup> record and the RSP chlorophyll <italic>a</italic> records, the stacked MS<sup>&#x2013;</sup> was compared with the NDJFM Lola AWS pressure and wind speed records (<xref ref-type="fig" rid="F5">Figure 5G</xref> and <xref ref-type="sec" rid="s10">Supplementary Tables S3</xref>). The absence of correlation between the stacked annual MS<sup>&#x2013;</sup> and NDJFM Lola pressure was observed (<italic>p</italic> &#x3e; 0.1), while the correlation was statistically significant for wind speed (<italic>r</italic> &#x3d; 0.50, <italic>p</italic> &#x2264; 0.05) (<xref ref-type="fig" rid="F5">Figure 5K</xref>). Furthermore, good positive correlations between the MS<sup>&#x2013;</sup> and NDJFM wind speed were observed in the southern Ross Sea region (0.3 &#x2264; <italic>r</italic> &#x2264; 0.7&#xa0;at <italic>p</italic> &#x2264; 0.1) (<xref ref-type="fig" rid="F6">Figure 6C</xref>). Wind speed is an important factor that affects atmospheric DMS levels because the sea-to-air flux of DMS increases as wind speed increases (<xref ref-type="bibr" rid="B92">Zhang et al., 2020</xref>). Overall, the observed interannual variability of the MS<sup>&#x2013;</sup> flux into the SGP is likely due to a combination of changing biological activities in and wind speed bringing marine air traveling over the RSP.</p>
<p>Finally, this study examined the possible association between the stacked MS<sup>&#x2013;</sup> record and large-scale atmospheric patterns during summer. <xref ref-type="fig" rid="F6">Figures 6D&#x2013;F</xref> show the correlations of the stacked MS<sup>&#x2013;</sup>with NDJFM 500&#x2013;hPa GpH, v&#x2013;wind, and u&#x2013;wind around Antarctica. There was no evidence of compelling relationships between the large-scale meteorological conditions and the MS<sup>&#x2013;</sup> deposition on the SGP, but the results showed that the increased MS<sup>&#x2013;</sup> was likely to be strengthened by the local anticyclone system located southwest of the SGP (denoted as a red cross in <xref ref-type="fig" rid="F6">Figure 6D</xref>), bringing stronger northward winds over the RSP (positive shadings in <xref ref-type="fig" rid="F6">Figure 6E</xref>). By combining the significant positive correlations of the MS<sup>&#x2013;</sup> with wind speed across the RSP region (<xref ref-type="fig" rid="F6">Figure 6C</xref>), these features support that the RSP would be a major source of DMS-derived MS<sup>&#x2013;</sup> flux into the SGP, as discussed in the previous section.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4 Conclusion</title>
<p>This study presented the ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> records from 1990 to 2012 from two firn cores drilled on the SGP, the western Ross Sea coast of northern Victoria Land. The stacked annual records of ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> were then compared with the observational datasets for various climate variables to examine the suitability of these records as proxies of the oceanic conditions and associated atmospheric circulation variability over the Ross Sea.</p>
<p>The stacked ss&#x2013;Na<sup>&#x2b;</sup> record was correlated with the anticyclone circulation centered in the Ross Sea between 130&#xb0; and 170&#xb0;W and the associated southward winds in the western Ross Sea between 170&#xb0;E and 160&#xb0;W in winter/spring, suggesting the close linkage of the interannual variability of ss&#x2013;Na<sup>&#x2b;</sup> to the winter/spring large-scale atmospheric circulation patterns. The subsequent comparison of the ss-Na<sup>&#x2b;</sup> record with the main climate modes (ASL, PSA1, and PSA2) showed a significant correlation with the winter/spring PSA2 index, suggesting that increases in the ss&#x2013;Na<sup>&#x2b;</sup> flux to the SGP could be associated with the PSA2 patterns between winter and spring. The prevailing anticyclone anomalies in the Ross Sea that occur when the winter/spring PSA2 mode becomes more pronounced would allow the frequent penetration of maritime air masses containing SSAs from the western Ross Sea to the SGP.</p>
<p>The stacked MS<sup>&#x2013;</sup> record showed a significant positive correlation with the temporally coincident chlorophyll <italic>a</italic> data in the RSP, suggesting that interannual variability of MS<sup>&#x2013;</sup> was modulated by the summertime primary productivity in the RSP. Positive correlations were then observed for the MS<sup>&#x2013;</sup> record with summertime wind speeds in the southern Ross Sea region and other meteorological parameters, indicating that an increase in the MS<sup>&#x2013;</sup> deposition flux on the SGP would occur as a result of a strengthened local anticyclone system located southwest of the SGP, bringing more northward winds over the RSP. Overall, a combination of changing biological activities and wind speed of air traveling over the RSP appears to be responsible for the observed interannual variability of the MS<sup>&#x2013;</sup> record.</p>
<p>Overall, the detailed examination of the ss&#x2013;Na<sup>&#x2b;</sup> and MS<sup>&#x2013;</sup> records from the SGP reflects the connection between ss-Na<sup>&#x2b;</sup> and spring/winter PSA2 in the Ross Sea and between MS<sup>&#x2013;</sup> and a combination of the summertime primary productivity and wind strength in the RSP. This presents the potential of these SGP records as proxies for reconstructing the past variations in oceanic and atmospheric conditions associated with climate variables over the Ross Sea region. These results will guide future research for a greater understanding of the mechanisms that govern the sea ice variability in this region using high-resolution and longer proxy ice core records from different coastal areas, including the SGP.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>; further inquiries can be directed to the corresponding author at the e-mail address: <email>hong909@kopri.re.kr</email>
</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>SR, S-BH, J-HK, and SH contributed to the conceptualization. SR, CL, J-HK, YH, and S-BH contributed to the data analysis. The manuscript was written by SR, S-BH, and SH with the contributions of other coauthors to manuscript revision. SR and JM performed the firn core decontamination. CC and S-BH performed ion chromatography measurements. SK and YH performed the analysis of stable water isotopes. All of the authors have read and approved the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF), funded by the Ministry of Education, Science and Technology (NRF-2018R1A2B2006489), and the Korea Polar Research Institute (KOPRI) grant funded by the Ministry of Oceans and Fisheries (KOPRI PE22100).</p>
</sec>
<ack>
<p>The authors are grateful to KOPRI technicians and engineers for preparing and measuring the Styx firn core samples and to summer season researchers participating in field activities at the SGP in December 2014. They would also like to appreciate W.J. Thompson for providing the PSA indices data, the University of Maine for providing the Climate Reanalyzer website, the Italian PNRA (Programma Nazionale di Ricerche in Antartide) project for providing the Lola AWS meteorological data (<ext-link ext-link-type="uri" xlink:href="http://www.climantartide.it">http://www.climantartide.it</ext-link>), and the Air Resources Laboratory (ARL) for providing the HYSPLIT transport modeling program. The authors also thank the ECMWF, NOAA NSIDC, and NASA for providing the reanalysis and observational dataset. Finally, the authors thank the reviewers and the editor for their constructive feedback, which has led to improving the final manuscript.</p>
</ack>
<sec id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2022.896470/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2022.896470/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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